{"id":"W2048797654","doi":"10.1016/j.ejcnurse.2007.01.016","title":"1315: Heart failure and depression: A model of physiological and psychosocial mechanisms","year":2007,"lang":"en","type":"article","venue":"European Journal of Cardiovascular Nursing","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Medicine; Psychosocial; Depression (economics); Heart failure; Psychiatry; Gerontology; Cardiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001503627,0.000122142,0.0004753287,0.0001100095,0.00006221737,0.00001325604,0.00004242448,0.00003318009,0.000004286631],"category_scores_gemma":[0.0000399986,0.00008853553,0.0003896149,0.00007361575,0.00009022796,0.00007395878,0.00002567258,0.0001713475,0.000001123253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002406638,"about_ca_system_score_gemma":0.00001634994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.461835e-7,"about_ca_topic_score_gemma":8.472241e-8,"domain_scores_codex":[0.9988413,0.0001596077,0.0003166737,0.0001488847,0.0003636934,0.0001698593],"domain_scores_gemma":[0.9994431,0.00001651712,0.00009838621,0.0001586575,0.0001094055,0.0001739544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002775985,0.001313869,0.001912822,0.0005046812,0.00966897,0.003726771,0.006009128,0.003056087,0.176791,0.001457356,0.02823243,0.7645509],"study_design_scores_gemma":[0.1070898,0.01838262,0.3779694,0.02171475,0.03657054,0.02800615,0.0209814,0.00842612,0.0804835,0.01171849,0.2848473,0.003809975],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8000107,0.007642794,0.1881714,0.00163441,0.0002259128,0.0002714051,9.648534e-7,0.00002189878,0.002020474],"genre_scores_gemma":[0.9416711,0.0001630615,0.05776886,0.0000793382,0.0002783918,1.725969e-7,6.520758e-7,0.0000183483,0.00002002463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7607409,"threshold_uncertainty_score":0.3610374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02335159907399936,"score_gpt":0.2665804329113556,"score_spread":0.2432288338373563,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}